Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
windows_first
powershell_heavy
missing_linux_example
Summary
The documentation references a tutorial that specifically uses Spark with PowerShell, suggesting a Windows-first approach and omitting Linux/bash alternatives. No Linux-specific tools, shell commands, or examples are provided, and the only referenced scripting environment is PowerShell, which is primarily associated with Windows. The documentation does not mention how to perform equivalent operations from Linux environments or with bash, nor does it provide parity in example commands or tooling.
Recommendations
  • Add equivalent Linux/bash examples alongside PowerShell instructions, especially in referenced tutorials.
  • Explicitly mention that the Hive activity can be orchestrated from Linux environments and provide sample bash scripts or CLI commands.
  • Where PowerShell is referenced, also provide Azure CLI or bash alternatives for cross-platform parity.
  • Clarify that Azure Data Factory and Synapse Analytics are accessible from both Windows and Linux, and link to documentation for both environments.
  • Avoid implying Windows as the default platform by listing cross-platform options first or equally.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean

Flagged Code Snippets